{"id":"W2339186904","doi":"10.7448/ias.19.1.20707","title":"A picture is worth a thousand words: maps of HIV indicators to inform research, programs, and policy from NA‐ACCORD and CCASAnet clinical cohorts","year":2016,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Calgary; AIDS Vancouver","funders":"National Institute of Allergy and Infectious Diseases; National Eye Institute; National Institute on Drug Abuse; U.S. Public Health Service; National Institute on Minority Health and Health Disparities; National Center for Research Resources; Centers for Disease Control and Prevention; National Cancer Institute; National Institute on Alcohol Abuse and Alcoholism; Kaiser Permanente; Case Western Reserve University; Universidad de Chile; Eunice Kennedy Shriver National Institute of Child Health and Human Development; University of North Carolina at Chapel Hill; Agency for Healthcare Research and Quality; Government of Alberta; Johns Hopkins University; Canadian Institutes of Health Research; University of Washington; National Institutes of Health; Vanderbilt University; National Center for Advancing Translational Sciences; Health Resources and Services Administration","keywords":"Medicine; Human immunodeficiency virus (HIV); Antiretroviral therapy; Demography; Cohort; Epidemiology; Health care; Viral load; Geography; Gerontology; Family medicine; Economic growth; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001397562,0.0001204712,0.0003702335,0.0001428386,0.00005680234,0.0000452588,0.0003945464,0.0001035914,0.00007768915],"category_scores_gemma":[0.001252303,0.00006263921,0.0002439454,0.0003815893,0.0003862458,0.0001622999,0.0004135137,0.0004189978,0.000003815699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372907,"about_ca_system_score_gemma":0.0004091467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004475579,"about_ca_topic_score_gemma":0.00001569177,"domain_scores_codex":[0.9978284,0.00008974917,0.0006597285,0.0001810757,0.001053414,0.0001876049],"domain_scores_gemma":[0.9980825,0.0004016961,0.0004600757,0.0002542427,0.00050189,0.0002995654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005023571,0.0001453996,0.8881378,0.00001666368,0.0006268782,0.00001016169,0.0009816878,1.947405e-7,0.0002083073,0.000095313,0.05519375,0.05408151],"study_design_scores_gemma":[0.002645788,0.0004810528,0.8414518,0.0008019559,0.00008220608,0.0001033869,0.0005006465,0.00001472818,0.0002064179,0.00159205,0.1520187,0.0001012796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835284,0.0002274852,0.00007129442,0.01503472,0.0001952552,0.0002514577,0.0004737422,0.000008173071,0.0002095041],"genre_scores_gemma":[0.9929726,0.0005890727,0.003064327,0.001948111,0.0007077052,0.000004451534,0.0000164848,0.00001476941,0.0006824788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09682494,"threshold_uncertainty_score":0.2554353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748314632049669,"score_gpt":0.3826271057848347,"score_spread":0.345143959464338,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}